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ReActNet: Towards Precise Binary Neural Network with Generalized Activation Functions

7 March 2020

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Papers citing "ReActNet: Towards Precise Binary Neural Network with Generalized Activation Functions"

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Title
Neural Networks with A La Carte Selection of Activation Functions Moshe Sipper 57 7 0 24 Jun 2022
GAAF: Searching Activation Functions for Binary Neural Networks through Genetic Algorithm Yanfei Li Tong Geng S. Stein Ang Li Hui-Ling Yu MQ 51 8 0 05 Jun 2022
BiT: Robustly Binarized Multi-distilled Transformer Zechun Liu Barlas Oğuz Aasish Pappu Lin Xiao Scott Yih Meng Li Raghuraman Krishnamoorthi Yashar Mehdad MQ 97 54 0 25 May 2022
Binarizing by Classification: Is soft function really necessary? Yefei He Luoming Zhang Weijia Wu Hong Zhou MQ 80 3 0 16 May 2022
A Comprehensive Survey on Model Quantization for Deep Neural Networks in Image Classification Babak Rokh A. Azarpeyvand Alireza Khanteymoori MQ 75 96 0 14 May 2022
Arrhythmia Classifier using Binarized Convolutional Neural Network for Resource-Constrained Devices Ao Wang Wenxing Xu Hanshi Sun Ninghao Pu Zijing Liu Hao Liu 17 10 0 07 May 2022
INSTA-BNN: Binary Neural Network with INSTAnce-aware Threshold Chang-Ho Lee Hyungjun Kim Eunhyeok Park Jae-Joon Kim MQ 45 9 0 15 Apr 2022
Bimodal Distributed Binarized Neural Networks T. Rozen Moshe Kimhi Brian Chmiel A. Mendelson Chaim Baskin MQ 111 4 0 05 Apr 2022
Confidence Dimension for Deep Learning based on Hoeffding Inequality and Relative Evaluation Runqi Wang Linlin Yang Baochang Zhang Wentao Zhu David Doermann Guodong Guo 33 1 0 17 Mar 2022
Dynamic Dual Trainable Bounds for Ultra-low Precision Super-Resolution Networks Mingliang Xu Mingbao Lin Xunchao Li Ke Li Yunhang Shen Chia-Wen Lin Yongjian Wu Rongrong Ji MQ 43 25 0 08 Mar 2022
BiFSMN: Binary Neural Network for Keyword Spotting Haotong Qin Xunyuan Ma Yifu Ding Xiaochen Li Yang Zhang Yao Tian Zejun Ma Jie Luo Xianglong Liu MQ 67 12 0 14 Feb 2022
Binary Neural Networks as a general-propose compute paradigm for on-device computer vision Guhong Nie Lirui Xiao Menglong Zhu Dongliang Chu Yue-Hong Shen Peng Li Kan Yang Li Du Bo Chen Dji Innovations Inc MQ 43 5 0 08 Feb 2022
On-Sensor Binarized Fully Convolutional Neural Network with A Pixel Processor Array Yanan Liu Laurie Bose Yao Lu Piotr Dudek Walterio W. Mayol-Cuevas 43 0 0 02 Feb 2022
TerViT: An Efficient Ternary Vision Transformer Sheng Xu Yanjing Li Teli Ma Bo-Wen Zeng Baochang Zhang Peng Gao Jinhu Lv ViT 45 11 0 20 Jan 2022
VAQF: Fully Automatic Software-Hardware Co-Design Framework for Low-Bit Vision Transformer Mengshu Sun Haoyu Ma Guoliang Kang Yi Ding Tianlong Chen Xiaolong Ma Zhangyang Wang Yanzhi Wang ViT 67 46 0 17 Jan 2022
Block Walsh-Hadamard Transform Based Binary Layers in Deep Neural Networks Hongyi Pan Diaa Badawi Ahmet Enis Cetin 49 19 0 07 Jan 2022
Vision Transformer Slimming: Multi-Dimension Searching in Continuous Optimization Space Arnav Chavan Zhiqiang Shen Zhuang Liu Zechun Liu Kwang-Ting Cheng Eric P. Xing ViT 86 71 0 03 Jan 2022
Elastic-Link for Binarized Neural Network Jie Hu Ziheng Wu Vince Tan Zhilin Lu Mengze Zeng Enhua Wu MQ 47 6 0 19 Dec 2021
Network Compression via Central Filter Y. Duan Xiaofang Hu Yue Zhou Qiang Liu Shukai Duan 3DPC 47 1 0 10 Dec 2021
Equal Bits: Enforcing Equally Distributed Binary Network Weights Yun-qiang Li S. Pintea Jan van Gemert MQ 58 15 0 02 Dec 2021
A Fast Knowledge Distillation Framework for Visual Recognition Zhiqiang Shen Eric P. Xing VLM 63 48 0 02 Dec 2021
PokeBNN: A Binary Pursuit of Lightweight Accuracy Yichi Zhang Zhiru Zhang Lukasz Lew MQ 68 61 0 30 Nov 2021
Nonuniform-to-Uniform Quantization: Towards Accurate Quantization via Generalized Straight-Through Estimation Zechun Liu Kwang-Ting Cheng Dong Huang Eric P. Xing Zhiqiang Shen MQ 72 108 0 29 Nov 2021
POEM: 1-bit Point-wise Operations based on Expectation-Maximization for Efficient Point Cloud Processing Sheng Xu Yanjing Li Junhe Zhao Baochang Zhang Guodong Guo 3DPC 30 8 0 26 Nov 2021
Sharpness-aware Quantization for Deep Neural Networks Jing Liu Jianfei Cai Bohan Zhuang MQ 93 25 0 24 Nov 2021
CryptoNite: Revealing the Pitfalls of End-to-End Private Inference at Scale Karthik Garimella N. Jha Zahra Ghodsi S. Garg Brandon Reagen 57 3 0 04 Nov 2021
Unsupervised Representation Learning for Binary Networks by Joint Classifier Learning Dahyun Kim Jonghyun Choi SSL MQ 56 5 0 17 Oct 2021
BNAS v2: Learning Architectures for Binary Networks with Empirical Improvements Dahyun Kim Kunal Pratap Singh Jonghyun Choi MQ 82 7 0 16 Oct 2021
Improving Binary Neural Networks through Fully Utilizing Latent Weights Weixiang Xu Qiang Chen Xiangyu He Peisong Wang Jian Cheng MQ 59 6 0 12 Oct 2021
A comprehensive review of Binary Neural Network Chunyu Yuan S. Agaian MQ 75 98 0 11 Oct 2021
Dynamic Binary Neural Network by learning channel-wise thresholds Jiehua Zhang Z. Su Yang Feng Xin Lu M. Pietikäinen Li Liu MQ 43 19 0 08 Oct 2021
Distribution-sensitive Information Retention for Accurate Binary Neural Network Haotong Qin Xiangguo Zhang Ruihao Gong Yifu Ding Yi Xu Xianglong Liu MQ 42 92 0 25 Sep 2021
Efficient Visual Recognition with Deep Neural Networks: A Survey on Recent Advances and New Directions Yang Wu Dingheng Wang Xiaotong Lu Fan Yang Guoqi Li W. Dong Jianbo Shi 67 18 0 30 Aug 2021
Quantization Backdoors to Deep Learning Commercial Frameworks Hua Ma Huming Qiu Yansong Gao Zhi-Li Zhang A. Abuadbba Minhui Xue Anmin Fu Jiliang Zhang S. Al-Sarawi Derek Abbott MQ 86 20 0 20 Aug 2021
BEANNA: A Binary-Enabled Architecture for Neural Network Acceleration C. Terrill Fred Chu MQ 27 0 0 04 Aug 2021
How Do Adam and Training Strategies Help BNNs Optimization? Zechun Liu Zhiqiang Shen Shichao Li K. Helwegen Dong Huang Kwang-Ting Cheng ODL MQ 64 85 0 21 Jun 2021
BoolNet: Minimizing The Energy Consumption of Binary Neural Networks Nianhui Guo Joseph Bethge Haojin Yang Kai Zhong Xuefei Ning Christoph Meinel Yu Wang MQ 46 11 0 13 Jun 2021
Winograd Algorithm for AdderNet Wenshuo Li Hanting Chen Mingqiang Huang Xinghao Chen Chunjing Xu Yunhe Wang 54 8 0 12 May 2021
RBNN: Memory-Efficient Reconfigurable Deep Binary Neural Network with IP Protection for Internet of Things Huming Qiu Hua Ma Zhi-Li Zhang Yifeng Zheng Anmin Fu Pan Zhou Yansong Gao Derek Abbott S. Al-Sarawi MQ 46 10 0 09 May 2021
"BNN - BN = ?": Training Binary Neural Networks without Batch Normalization Tianlong Chen Zhenyu Zhang Xu Ouyang Zechun Liu Zhiqiang Shen Zhangyang Wang MQ 59 37 0 16 Apr 2021
AsymmNet: Towards ultralight convolution neural networks using asymmetrical bottlenecks Haojin Yang Zhengdi Shen Yucheng Zhao 36 10 0 15 Apr 2021
Fast Walsh-Hadamard Transform and Smooth-Thresholding Based Binary Layers in Deep Neural Networks Hongyi Pan Diaa Badawi Ahmet Enis Cetin 62 21 0 14 Apr 2021
Is Label Smoothing Truly Incompatible with Knowledge Distillation: An Empirical Study Zhiqiang Shen Zechun Liu Dejia Xu Zitian Chen Kwang-Ting Cheng Marios Savvides 46 76 0 01 Apr 2021
ReCU: Reviving the Dead Weights in Binary Neural Networks Zihan Xu Mingbao Lin Jianzhuang Liu Jie Chen Ling Shao Yue Gao Yonghong Tian Rongrong Ji MQ 59 83 0 23 Mar 2021
Learning Frequency Domain Approximation for Binary Neural Networks Yixing Xu Kai Han Chang Xu Yehui Tang Chunjing Xu Yunhe Wang MQ 67 55 0 01 Mar 2021
S2-BNN: Bridging the Gap Between Self-Supervised Real and 1-bit Neural Networks via Guided Distribution Calibration Zhiqiang Shen Zechun Liu Jie Qin Lei Huang Kwang-Ting Cheng Marios Savvides UQCV SSL MQ 292 22 0 17 Feb 2021
SiMaN: Sign-to-Magnitude Network Binarization Mingbao Lin Rongrong Ji Zi-Han Xu Baochang Zhang Chia-Wen Lin Chia-Wen Lin Ling Shao AAML MQ 56 26 0 16 Feb 2021
Enabling Binary Neural Network Training on the Edge Erwei Wang James J. Davis Daniele Moro Piotr Zielinski Jia Jie Lim C. Coelho S. Chatterjee P. Cheung George A. Constantinides MQ 54 25 0 08 Feb 2021
BinaryBERT: Pushing the Limit of BERT Quantization Haoli Bai Wei Zhang Lu Hou Lifeng Shang Jing Jin Xin Jiang Qun Liu Michael Lyu Irwin King MQ 202 225 0 31 Dec 2020
FracBNN: Accurate and FPGA-Efficient Binary Neural Networks with Fractional Activations Yichi Zhang Junhao Pan Xinheng Liu Hongzheng Chen Deming Chen Zhiru Zhang MQ 83 93 0 22 Dec 2020